TODAY
Every run starts over.

Same work. Same reasoning. Again and again.

GitHubKORA · AI EXECUTION PLATFORM
KORA learns new work with AI,
then compiles validated repeats into execution
that runs without calling the LLM again.
Understand → Verify → Compile

Execute without the LLM

WHY KORA
New work may need AI. Repeated work shouldn’t keep paying for the same reasoning.
Every run starts over.

Same work. Same reasoning. Again and again.
Learn once. Execute repeatedly.

Known work becomes execution.
When the work changes, KORA goes back to AI.
When it doesn’t, it just runs.WHERE KORA RUNS
KORA can run repeated work across agents, business operations,
computers, physical systems, and generative workflows.





KORA determines what can be executed,
uses AI only where needed, and runs the whole
workflow end to end.
HOW KORA WORKS
KORA uses AI to understand new work, verifies what can be
repeated, and compiles it into an execution path.
Work changed? Yes → Learn again. No → Complete.
Use AI when the work is new.
Turn validated repeatable
work into execution.
Execute known work without
calling the LLM again.
Jev
Specialized
Local
Frontier
ToolsKORA doesn’t replace models.It decides when you no longer
need one.
BUILD ON KORA
Use KORA in your own applications, systems, and workflows.
KORA CORE
AI Execution Platform
Turn repeated AI work into
executable paths. KORA learns
what can be deterministic, compiles it,
and runs it reliably.

Explore KORA Core
KORA REACH
Computer Connectivity & Control
Connect web applications to local
remote computers. Secure, reliable,
and built for real work.


Also used by AI agents

DEVELOPER SURFACE
SDKs, documentation, examples, and reference components
for building with KORA.
Install from PyPI (when released)
pip install getkoraTry the CLI
kora --helpNote: getkora 0.0.0 is a placeholder on PyPI. The official release will include the full KORA package and CLI.
Reference copy shown. For the current installation path, use the Source tab.
Same foundation. Your next application.
FROM THE BLOG
Ideas, engineering, and real-world applications
of deterministic-first AI.


ENGINEERING
When should software
infer at all?

PRODUCT
Applying deterministic-first
execution to repetitive visual work.